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diff --git a/.github/ISSUE_TEMPLATE/bug_report.html b/.github/ISSUE_TEMPLATE/bug_report.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
   </head>
 
 
@@ -524,7 +524,7 @@ <h2> Contents </h2>
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Nov 10, 2024.
+  Last updated on Nov 11, 2024.
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diff --git a/.github/ISSUE_TEMPLATE/feature_request.html b/.github/ISSUE_TEMPLATE/feature_request.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
   </head>
 
 
@@ -503,7 +503,7 @@ <h2> Contents </h2>
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Nov 10, 2024.
+  Last updated on Nov 11, 2024.
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diff --git a/_sources/docs/annexA.md b/_sources/docs/annexA.md
@@ -1,31 +1,30 @@
 # Annex A: S2S Datasets
 |Phase|Category|Variable Name|Source|
 |:----|:----|:----|:----|
-|1|Access|Distance to airport  |Global Friction Surface 2019|
-|1|Access|Distance to market  |Global Friction Surface 2019|
-|1|Access|Distance to port  |Global Friction Surface 2019|
-|1|Climate|Precipitation  |TBD (see here)|
-|1|Climate|Temperature  |TBD (see here)|
 |1|Disaster|Flood|Fathom models|
-|1|Disaster|Severe storm|IBTRACS|
-|1|Economics|GDP (gridded)|UNEP and WB|
-|1|Economics|Ag-GDP|IFPRI and WB|
 |1|Economics|Nightlights  |Lights Every Night|
-|1|Environment|Deforestation  |Global forest watch|
-|1|Environment|Estimated biomass|Above ground biomass|
-|1|Environment|Reforestation  |Global forest watch|
-|1|Environment|Vegetation indices  |Sentinel/Landsat|
-|1|Environment|Terrestrial biodiversity indicators|WB|
-|1|Infrastructure|Road density/road length|OpenStreetMap|
-|1|Physical|Elevation|SRTM 30|
-|1|Physical|Slope  |SRTM 30|
-|1|Social|Conflict events|ACLED|
-|1|Social|Population  |GHS-Pop|
+|1|Social|Population  |WorldPop Demographics|
 |1|Social|Urbanization|GHS-SMOD|
-|2|Climate|XCO2 emissions|Dasgupta, S., S. Lall, D. Wheeler. 2021|
-|2|Climate|Methane emissions  |Sentinel 5P|
-|2|Climate|NO2 emissions  |Sentinel 5P|
-|2|Climate|Heat Waves|Benny's Method|
-|2|Infrastructure|Building statistics (orientation, size, alignment)|Digitize Africa/Google Buildings/Microsoft Buildings|
+|2|Access|Distance to airport  |Global Friction Surface 2019|
+|2|Access|Distance to market  |Global Friction Surface 2019|
+|2|Access|Distance to port  |Global Friction Surface 2019|
+|2|Climate|Precipitation  |TBD (see here)|
+|2|Climate|Temperature  |TBD (see here)|
+|2|Disaster|Severe storm|IBTRACS|
+|2|Environment|Deforestation  |Global forest watch|
+|2|Environment|Terrestrial biodiversity indicators|WB|
+|3|Economics|GDP (gridded)|UNEP and WB|
+|3|Economics|Ag-GDP|IFPRI and WB|
+|3|Environment|Estimated biomass|Above ground biomass|
+|3|Environment|Vegetation indices  |Sentinel/Landsat|
+|3|Infrastructure|Road density/road length|OpenStreetMap|
+|3|Physical|Elevation|SRTM 30|
+|3|Physical|Slope  |SRTM 30|
+|3|Social|Conflict events|ACLED|
+|3|Climate|XCO2 emissions|Dasgupta, S., S. Lall, D. Wheeler. 2021|
+|3|Climate|Methane emissions  |Sentinel 5P|
+|3|Climate|NO2 emissions  |Sentinel 5P|
+|3|Climate|Heat Waves|Benny's Method|
+|3|Infrastructure|Building statistics (orientation, size, alignment)|Digitize Africa/Google Buildings/Microsoft Buildings|
 |3|Climate|Climate change predictions  |WB CCKP|
 |3|Economics|Trade volumes (AIS)|AIS|
diff --git a/docs/Introduction.html b/docs/Introduction.html
@@ -65,7 +65,7 @@
     <link rel="prev" title="Space2Stats" href="readme.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
   </head>
 
 
@@ -497,7 +497,7 @@ <h1>Project Description<a class="headerlink" href="#project-description" title="
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Nov 10, 2024.
+  Last updated on Nov 11, 2024.
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diff --git a/docs/annexA.html b/docs/annexA.html
@@ -65,7 +65,7 @@
     <link rel="prev" title="Project Description" href="Introduction.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
   </head>
 
 
@@ -423,141 +423,136 @@ <h1>Annex A: S2S Datasets<a class="headerlink" href="#annex-a-s2s-datasets" titl
 </thead>
 <tbody>
 <tr class="row-even"><td class="text-left"><p>1</p></td>
+<td class="text-left"><p>Disaster</p></td>
+<td class="text-left"><p>Flood</p></td>
+<td class="text-left"><p>Fathom models</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<td class="text-left"><p>Economics</p></td>
+<td class="text-left"><p>Nightlights</p></td>
+<td class="text-left"><p>Lights Every Night</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>1</p></td>
+<td class="text-left"><p>Social</p></td>
+<td class="text-left"><p>Population</p></td>
+<td class="text-left"><p>WorldPop Demographics</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<td class="text-left"><p>Social</p></td>
+<td class="text-left"><p>Urbanization</p></td>
+<td class="text-left"><p>GHS-SMOD</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Access</p></td>
 <td class="text-left"><p>Distance to airport</p></td>
 <td class="text-left"><p>Global Friction Surface 2019</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Access</p></td>
 <td class="text-left"><p>Distance to market</p></td>
 <td class="text-left"><p>Global Friction Surface 2019</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Access</p></td>
 <td class="text-left"><p>Distance to port</p></td>
 <td class="text-left"><p>Global Friction Surface 2019</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>Precipitation</p></td>
 <td class="text-left"><p>TBD (see here)</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>Temperature</p></td>
 <td class="text-left"><p>TBD (see here)</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Disaster</p></td>
-<td class="text-left"><p>Flood</p></td>
-<td class="text-left"><p>Fathom models</p></td>
-</tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>2</p></td>
 <td class="text-left"><p>Disaster</p></td>
 <td class="text-left"><p>Severe storm</p></td>
 <td class="text-left"><p>IBTRACS</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>2</p></td>
+<td class="text-left"><p>Environment</p></td>
+<td class="text-left"><p>Deforestation</p></td>
+<td class="text-left"><p>Global forest watch</p></td>
+</tr>
+<tr class="row-odd"><td class="text-left"><p>2</p></td>
+<td class="text-left"><p>Environment</p></td>
+<td class="text-left"><p>Terrestrial biodiversity indicators</p></td>
+<td class="text-left"><p>WB</p></td>
+</tr>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Economics</p></td>
 <td class="text-left"><p>GDP (gridded)</p></td>
 <td class="text-left"><p>UNEP and WB</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Economics</p></td>
 <td class="text-left"><p>Ag-GDP</p></td>
 <td class="text-left"><p>IFPRI and WB</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Economics</p></td>
-<td class="text-left"><p>Nightlights</p></td>
-<td class="text-left"><p>Lights Every Night</p></td>
-</tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Environment</p></td>
-<td class="text-left"><p>Deforestation</p></td>
-<td class="text-left"><p>Global forest watch</p></td>
-</tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Environment</p></td>
 <td class="text-left"><p>Estimated biomass</p></td>
 <td class="text-left"><p>Above ground biomass</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Environment</p></td>
-<td class="text-left"><p>Reforestation</p></td>
-<td class="text-left"><p>Global forest watch</p></td>
-</tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Environment</p></td>
 <td class="text-left"><p>Vegetation indices</p></td>
 <td class="text-left"><p>Sentinel/Landsat</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Environment</p></td>
-<td class="text-left"><p>Terrestrial biodiversity indicators</p></td>
-<td class="text-left"><p>WB</p></td>
-</tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Infrastructure</p></td>
 <td class="text-left"><p>Road density/road length</p></td>
 <td class="text-left"><p>OpenStreetMap</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Physical</p></td>
 <td class="text-left"><p>Elevation</p></td>
 <td class="text-left"><p>SRTM 30</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Physical</p></td>
 <td class="text-left"><p>Slope</p></td>
 <td class="text-left"><p>SRTM 30</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Social</p></td>
 <td class="text-left"><p>Conflict events</p></td>
 <td class="text-left"><p>ACLED</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Social</p></td>
-<td class="text-left"><p>Population</p></td>
-<td class="text-left"><p>GHS-Pop</p></td>
-</tr>
-<tr class="row-even"><td class="text-left"><p>1</p></td>
-<td class="text-left"><p>Social</p></td>
-<td class="text-left"><p>Urbanization</p></td>
-<td class="text-left"><p>GHS-SMOD</p></td>
-</tr>
-<tr class="row-odd"><td class="text-left"><p>2</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>XCO2 emissions</p></td>
 <td class="text-left"><p>Dasgupta, S., S. Lall, D. Wheeler. 2021</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>2</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>Methane emissions</p></td>
 <td class="text-left"><p>Sentinel 5P</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>2</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>NO2 emissions</p></td>
 <td class="text-left"><p>Sentinel 5P</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>2</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>Heat Waves</p></td>
 <td class="text-left"><p>Benny’s Method</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>2</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Infrastructure</p></td>
 <td class="text-left"><p>Building statistics (orientation, size, alignment)</p></td>
 <td class="text-left"><p>Digitize Africa/Google Buildings/Microsoft Buildings</p></td>
 </tr>
-<tr class="row-even"><td class="text-left"><p>3</p></td>
+<tr class="row-odd"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Climate</p></td>
 <td class="text-left"><p>Climate change predictions</p></td>
 <td class="text-left"><p>WB CCKP</p></td>
 </tr>
-<tr class="row-odd"><td class="text-left"><p>3</p></td>
+<tr class="row-even"><td class="text-left"><p>3</p></td>
 <td class="text-left"><p>Economics</p></td>
 <td class="text-left"><p>Trade volumes (AIS)</p></td>
 <td class="text-left"><p>AIS</p></td>
@@ -644,7 +639,7 @@ <h1>Annex A: S2S Datasets<a class="headerlink" href="#annex-a-s2s-datasets" titl
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on Nov 10, 2024.
+  Last updated on Nov 11, 2024.
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diff --git a/docs/api.html b/docs/api.html
@@ -64,7 +64,7 @@
     <link rel="prev" title="Access S2S api directly" href="../notebooks/user-docs/space2stats_api_demo.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
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@@ -483,7 +483,7 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
 
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+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
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@@ -500,7 +500,7 @@ <h1>Space2Stats<a class="headerlink" href="#space2stats" title="Link to this hea
 
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diff --git a/docs/sub_tasks/admin_bounds.html b/docs/sub_tasks/admin_bounds.html
@@ -65,7 +65,7 @@
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+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
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@@ -499,7 +499,7 @@ <h1>Official World Bank Boundaries<a class="headerlink" href="#official-world-ba
 
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diff --git a/docs/sub_tasks/geest.html b/docs/sub_tasks/geest.html
@@ -65,7 +65,7 @@
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   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Nov 10, 2024"/>
+    <meta name="docbuild:last-update" content="Nov 11, 2024"/>
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@@ -580,7 +580,7 @@ <h1>GEEST - Assessing women’s employment opportunities<a class="headerlink" hr
 
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-  Last updated on Nov 10, 2024.
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